Understanding of RAW Data

Dataset statistics

Number of variables	19
Number of observations	6795
Missing cells	2876
Missing cells (%)	2.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1008.8 KiB
Average record size in memory	152.0 B

Variable types

Categorical	5
Numeric	14

Alerts

`age` is highly overall correlated with `gh`	High correlation
`wt` is highly overall correlated with `bmi` and 4 other fields	High correlation
`ht` is highly overall correlated with `leg` and 2 other fields	High correlation
`bmi` is highly overall correlated with `wt` and 4 other fields	High correlation
`leg` is highly overall correlated with `ht` and 1 other fields	High correlation
`arml` is highly overall correlated with `wt` and 3 other fields	High correlation
`armc` is highly overall correlated with `wt` and 3 other fields	High correlation
`waist` is highly overall correlated with `wt` and 3 other fields	High correlation
`tri` is highly overall correlated with `bmi` and 2 other fields	High correlation
`sub` is highly overall correlated with `wt` and 4 other fields	High correlation
`gh` is highly overall correlated with `age` and 2 other fields	High correlation
`sex` is highly overall correlated with `ht` and 2 other fields	High correlation
`tx` is highly overall correlated with `gh` and 1 other fields	High correlation
`dx` is highly overall correlated with `gh` and 1 other fields	High correlation
`tx` is highly imbalanced (55.7%)	Imbalance
`income` has 320 (4.7%) missing values	Missing
`leg` has 231 (3.4%) missing values	Missing
`arml` has 179 (2.6%) missing values	Missing
`armc` has 188 (2.8%) missing values	Missing
`waist` has 239 (3.5%) missing values	Missing
`tri` has 481 (7.1%) missing values	Missing
`sub` has 971 (14.3%) missing values	Missing
`albumin` has 89 (1.3%) missing values	Missing
`bun` has 89 (1.3%) missing values	Missing
`SCr` has 89 (1.3%) missing values	Missing

Reproduction

Analysis started	2024-05-18 08:46:05.542842
Analysis finished	2024-05-18 08:46:31.791080
Duration	26.25 seconds
Software version	ydata-profiling vv4.6.0
Download configuration	config.json

sex
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	53.2 KiB

female	3423
male	3372

Length

Max length	6
Median length	6
Mean length	5.0075055
Min length	4

Characters and Unicode

Total characters	34026
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	male
2nd row	male
3rd row	female
4th row	male
5th row	female

Common Values

Value	Count	Frequency (%)
female	3423	50.4%
male	3372	49.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	3423	50.4%
male	3372	49.6%

Most occurring characters

Value	Count	Frequency (%)
e	10218	30.0%
m	6795	20.0%
a	6795	20.0%
l	6795	20.0%
f	3423	10.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	34026	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	10218	30.0%
m	6795	20.0%
a	6795	20.0%
l	6795	20.0%
f	3423	10.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	34026	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	10218	30.0%
m	6795	20.0%
a	6795	20.0%
l	6795	20.0%
f	3423	10.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	34026	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	10218	30.0%
m	6795	20.0%
a	6795	20.0%
l	6795	20.0%
f	3423	10.1%

age
Real number (ℝ)

HIGH CORRELATION

Distinct	813
Distinct (%)	12.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.2857

Minimum	12
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	12
5-th percentile	14.333333
Q1	25.666667
median	43.75
Q3	61.333333
95-th percentile	80
Maximum	80
Range	68
Interquartile range (IQR)	35.666667

Descriptive statistics

Standard deviation	20.594593
Coefficient of variation (CV)	0.46503934
Kurtosis	-1.1732763
Mean	44.2857
Median Absolute Deviation (MAD)	17.75
Skewness	0.13173059
Sum	300921.33
Variance	424.13725
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	364	5.4%
17.08333333	23	0.3%
17.66666667	20	0.3%
14.08333333	19	0.3%
16.5	19	0.3%
19.5	19	0.3%
14.16666667	18	0.3%
17.83333333	18	0.3%
16.16666667	18	0.3%
14	18	0.3%
Other values (803)	6259	92.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12	6	0.1%
12.08333333	10	0.1%
12.16666667	10	0.1%
12.25	7	0.1%
12.33333333	16	0.2%
12.41666667	9	0.1%
12.5	15	0.2%
12.58333333	15	0.2%
12.66666667	15	0.2%
12.75	10	0.1%

Value	Count	Frequency (%)
80	364	5.4%
79.91666667	1	< 0.1%
79.83333333	3	< 0.1%
79.75	2	< 0.1%
79.66666667	6	0.1%
79.58333333	1	< 0.1%
79.5	3	< 0.1%
79.41666667	4	0.1%
79.33333333	3	< 0.1%
79.25	2	< 0.1%

re
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	53.2 KiB

Non-Hispanic White	3117
Mexican American	1366
Non-Hispanic Black	1217
Other Hispanic	706
Other Race Including Multi-Racial	389

Length

Max length	33
Median length	18
Mean length	18.04106
Min length	14

Characters and Unicode

Total characters	122589
Distinct characters	29
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Non-Hispanic White
2nd row	Non-Hispanic Black
3rd row	Non-Hispanic Black
4th row	Mexican American
5th row	Non-Hispanic White

Common Values

Value	Count	Frequency (%)
Non-Hispanic White	3117	45.9%
Mexican American	1366	20.1%
Non-Hispanic Black	1217	17.9%
Other Hispanic	706	10.4%
Other Race Including Multi-Racial	389	5.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
non-hispanic	4334	30.2%
white	3117	21.7%
mexican	1366	9.5%
american	1366	9.5%
black	1217	8.5%
other	1095	7.6%
hispanic	706	4.9%
race	389	2.7%
including	389	2.7%
multi-racial	389	2.7%

Most occurring characters

Value	Count	Frequency (%)
i	17096	13.9%
n	12884	10.5%
a	10156	8.3%
c	10156	8.3%
	7573	6.2%
e	7333	6.0%
H	5040	4.1%
s	5040	4.1%
p	5040	4.1%
-	4723	3.9%
Other values (19)	37548	30.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	91202	74.4%
Uppercase Letter	19091	15.6%
Space Separator	7573	6.2%
Dash Punctuation	4723	3.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	17096	18.7%
n	12884	14.1%
a	10156	11.1%
c	10156	11.1%
e	7333	8.0%
s	5040	5.5%
p	5040	5.5%
t	4601	5.0%
o	4334	4.8%
h	4212	4.6%
Other values (8)	10350	11.3%

Uppercase Letter

Value	Count	Frequency (%)
H	5040	26.4%
N	4334	22.7%
W	3117	16.3%
M	1755	9.2%
A	1366	7.2%
B	1217	6.4%
O	1095	5.7%
R	778	4.1%
I	389	2.0%

Space Separator

Value	Count	Frequency (%)
	7573	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	4723	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	110293	90.0%
Common	12296	10.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	17096	15.5%
n	12884	11.7%
a	10156	9.2%
c	10156	9.2%
e	7333	6.6%
H	5040	4.6%
s	5040	4.6%
p	5040	4.6%
t	4601	4.2%
o	4334	3.9%
Other values (17)	28613	25.9%

Common

Value	Count	Frequency (%)
	7573	61.6%
-	4723	38.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	122589	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	17096	13.9%
n	12884	10.5%
a	10156	8.3%
c	10156	8.3%
	7573	6.2%
e	7333	6.0%
H	5040	4.1%
s	5040	4.1%
p	5040	4.1%
-	4723	3.9%
Other values (19)	37548	30.6%

income
Categorical

MISSING

Distinct	14
Distinct (%)	0.2%
Missing	320
Missing (%)	4.7%
Memory size	53.2 KiB

>= 100000	877
[25000,35000)	845
[35000,45000)	610
[75000,100000)	564
[20000,25000)	563
Other values (9)	3016

Length

Max length	14
Median length	13
Mean length	12.030734
Min length	7

Characters and Unicode

Total characters	77899
Distinct characters	15
Distinct categories	6 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	[25000,35000)
2nd row	[45000,55000)
3rd row	[10000,15000)
4th row	[25000,35000)
5th row	[35000,45000)

Common Values

Value	Count	Frequency (%)
>= 100000	877	12.9%
[25000,35000)	845	12.4%
[35000,45000)	610	9.0%
[75000,100000)	564	8.3%
[20000,25000)	563	8.3%
[10000,15000)	531	7.8%
[45000,55000)	522	7.7%
[15000,20000)	456	6.7%
[55000,65000)	376	5.5%
[5000,10000)	315	4.6%
Other values (4)	816	12.0%
(Missing)	320	4.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	1184	15.5%
100000	877	11.5%
25000,35000	845	11.0%
35000,45000	610	8.0%
75000,100000	564	7.4%
20000,25000	563	7.4%
10000,15000	531	6.9%
45000,55000	522	6.8%
15000,20000	456	6.0%
55000,65000	376	4.9%
Other values (4)	1131	14.8%

Most occurring characters

Value	Count	Frequency (%)
0	39882	51.2%
5	8816	11.3%
[	5291	6.8%
,	5291	6.8%
)	5291	6.8%
1	3274	4.2%
2	2734	3.5%
3	1455	1.9%
	1184	1.5%
4	1132	1.5%
Other values (5)	3549	4.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	58781	75.5%
Open Punctuation	5291	6.8%
Other Punctuation	5291	6.8%
Close Punctuation	5291	6.8%
Math Symbol	2061	2.6%
Space Separator	1184	1.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	39882	67.8%
5	8816	15.0%
1	3274	5.6%
2	2734	4.7%
3	1455	2.5%
4	1132	1.9%
7	838	1.4%
6	650	1.1%

Math Symbol

Value	Count	Frequency (%)
>	1109	53.8%
=	877	42.6%
<	75	3.6%

Open Punctuation

Value	Count	Frequency (%)
[	5291	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	5291	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5291	100.0%

Space Separator

Value	Count	Frequency (%)
	1184	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	77899	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	39882	51.2%
5	8816	11.3%
[	5291	6.8%
,	5291	6.8%
)	5291	6.8%
1	3274	4.2%
2	2734	3.5%
3	1455	1.9%
	1184	1.5%
4	1132	1.5%
Other values (5)	3549	4.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	77899	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	39882	51.2%
5	8816	11.3%
[	5291	6.8%
,	5291	6.8%
)	5291	6.8%
1	3274	4.2%
2	2734	3.5%
3	1455	1.9%
	1184	1.5%
4	1132	1.5%
Other values (5)	3549	4.6%

tx
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	53.2 KiB

0	6171
1	624

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	6795
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	6171	90.8%
1	624	9.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6171	90.8%
1	624	9.2%

Most occurring characters

Value	Count	Frequency (%)
0	6171	90.8%
1	624	9.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6795	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6171	90.8%
1	624	9.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	6795	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6171	90.8%
1	624	9.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6795	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6171	90.8%
1	624	9.2%

dx
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	53.2 KiB

0	5881
1	914

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	6795
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	5881	86.5%
1	914	13.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	5881	86.5%
1	914	13.5%

Most occurring characters

Value	Count	Frequency (%)
0	5881	86.5%
1	914	13.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6795	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	5881	86.5%
1	914	13.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	6795	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	5881	86.5%
1	914	13.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6795	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	5881	86.5%
1	914	13.5%

wt
Real number (ℝ)

HIGH CORRELATION

Distinct	1022
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.370625

Minimum	28
Maximum	239.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	28
5-th percentile	49.97
Q1	64
median	76.3
Q3	91.1
95-th percentile	119
Maximum	239.4
Range	211.4
Interquartile range (IQR)	27.1

Descriptive statistics

Standard deviation	21.930903
Coefficient of variation (CV)	0.27631007
Kurtosis	2.7069423
Mean	79.370625
Median Absolute Deviation (MAD)	13.3
Skewness	1.1008427
Sum	539323.4
Variance	480.96452
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78.1	22	0.3%
61.2	21	0.3%
70.3	21	0.3%
65.7	20	0.3%
66.6	20	0.3%
70.8	20	0.3%
77.7	20	0.3%
69.8	20	0.3%
74.9	20	0.3%
62.6	19	0.3%
Other values (1012)	6592	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28	1	< 0.1%
29.1	1	< 0.1%
30	1	< 0.1%
32.2	1	< 0.1%
33	1	< 0.1%
33.2	1	< 0.1%
33.9	2	< 0.1%
34.5	1	< 0.1%
34.6	1	< 0.1%
34.8	1	< 0.1%

Value	Count	Frequency (%)
239.4	1	< 0.1%
230.7	1	< 0.1%
223	1	< 0.1%
203	1	< 0.1%
201	1	< 0.1%
196.6	1	< 0.1%
195.3	1	< 0.1%
188.9	1	< 0.1%
186.9	1	< 0.1%
184.7	1	< 0.1%

ht
Real number (ℝ)

HIGH CORRELATION

Distinct	532
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	167.04296

Minimum	123.3
Maximum	202.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	123.3
5-th percentile	150.8
Q1	159.6
median	166.6
Q3	174.5
95-th percentile	184.2
Maximum	202.7
Range	79.4
Interquartile range (IQR)	14.9

Descriptive statistics

Standard deviation	10.264984
Coefficient of variation (CV)	0.06145116
Kurtosis	-0.3492805
Mean	167.04296
Median Absolute Deviation (MAD)	7.4
Skewness	0.10555254
Sum	1135056.9
Variance	105.36989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
169.6	41	0.6%
162.8	38	0.6%
161	35	0.5%
161.2	34	0.5%
168.3	34	0.5%
175	33	0.5%
163.7	33	0.5%
166.5	32	0.5%
165.8	31	0.5%
163.4	31	0.5%
Other values (522)	6453	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
123.3	1	< 0.1%
135.4	1	< 0.1%
135.7	1	< 0.1%
137.5	1	< 0.1%
138.9	1	< 0.1%
139.4	1	< 0.1%
139.8	2	< 0.1%
139.9	1	< 0.1%
140	1	< 0.1%
140.3	1	< 0.1%

Value	Count	Frequency (%)
202.7	1	< 0.1%
201.7	1	< 0.1%
199.6	1	< 0.1%
199.3	1	< 0.1%
199.2	1	< 0.1%
198.2	1	< 0.1%
197.5	1	< 0.1%
197.4	1	< 0.1%
196.6	1	< 0.1%
195.9	1	< 0.1%

bmi
Real number (ℝ)

HIGH CORRELATION

Distinct	2389
Distinct (%)	35.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.321741

Minimum	13.18
Maximum	84.87
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	13.18
5-th percentile	19.15
Q1	23.43
median	27.29
Q3	31.88
95-th percentile	41
Maximum	84.87
Range	71.69
Interquartile range (IQR)	8.45

Descriptive statistics

Standard deviation	6.9501104
Coefficient of variation (CV)	0.24539842
Kurtosis	3.4233109
Mean	28.321741
Median Absolute Deviation (MAD)	4.16
Skewness	1.230485
Sum	192446.23
Variance	48.304035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.08	12	0.2%
23.81	11	0.2%
26.31	11	0.2%
28.67	11	0.2%
23.3	10	0.1%
25.36	10	0.1%
24.12	10	0.1%
27.2	10	0.1%
31.64	10	0.1%
28.47	10	0.1%
Other values (2379)	6690	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.18	1	< 0.1%
13.3	1	< 0.1%
14.39	1	< 0.1%
14.55	1	< 0.1%
14.59	1	< 0.1%
14.75	1	< 0.1%
14.88	1	< 0.1%
14.97	1	< 0.1%
15.02	1	< 0.1%
15.17	1	< 0.1%

Value	Count	Frequency (%)
84.87	1	< 0.1%
81.25	1	< 0.1%
71.3	1	< 0.1%
68.63	1	< 0.1%
67.83	1	< 0.1%
67.71	1	< 0.1%
66.96	1	< 0.1%
66.32	1	< 0.1%
65.62	1	< 0.1%
65.19	1	< 0.1%

leg
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	232
Distinct (%)	3.5%
Missing	231
Missing (%)	3.4%
Infinite	0
Infinite (%)	0.0%
Mean	38.409324

Minimum	20.4
Maximum	50.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	20.4
5-th percentile	31.915
Q1	36
median	38.4
Q3	41
95-th percentile	44.7
Maximum	50.6
Range	30.2
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.8769019
Coefficient of variation (CV)	0.10093648
Kurtosis	0.097356444
Mean	38.409324
Median Absolute Deviation (MAD)	2.6
Skewness	-0.12069037
Sum	252118.8
Variance	15.030369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	136	2.0%
38	135	2.0%
40	133	2.0%
42	121	1.8%
39	121	1.8%
41	103	1.5%
37.5	100	1.5%
36	89	1.3%
38.5	85	1.3%
37.2	84	1.2%
Other values (222)	5457	80.3%
(Missing)	231	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.4	1	< 0.1%
24	1	< 0.1%
24.9	3	< 0.1%
25	2	< 0.1%
25.1	1	< 0.1%
25.7	1	< 0.1%
25.8	1	< 0.1%
26.4	1	< 0.1%
26.5	5	0.1%
26.6	1	< 0.1%

Value	Count	Frequency (%)
50.6	1	< 0.1%
50.5	1	< 0.1%
50.3	1	< 0.1%
50.2	1	< 0.1%
50	2	< 0.1%
49.8	4	0.1%
49.5	1	< 0.1%
49.4	1	< 0.1%
49.1	1	< 0.1%
49	3	< 0.1%

arml
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	166
Distinct (%)	2.5%
Missing	179
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%
Mean	36.874607

Minimum	24.8
Maximum	47
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	24.8
5-th percentile	32.5
Q1	35
median	36.8
Q3	38.8
95-th percentile	41.6
Maximum	47
Range	22.2
Interquartile range (IQR)	3.8

Descriptive statistics

Standard deviation	2.7816164
Coefficient of variation (CV)	0.075434469
Kurtosis	-0.18539916
Mean	36.874607
Median Absolute Deviation (MAD)	1.9
Skewness	0.11635287
Sum	243962.4
Variance	7.7373899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	285	4.2%
37	284	4.2%
38	264	3.9%
35	235	3.5%
39	188	2.8%
34	188	2.8%
40	181	2.7%
36.5	139	2.0%
35.5	133	2.0%
37.5	128	1.9%
Other values (156)	4591	67.6%
(Missing)	179	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.8	1	< 0.1%
27	1	< 0.1%
27.5	1	< 0.1%
28	1	< 0.1%
28.2	1	< 0.1%
29.1	1	< 0.1%
29.2	1	< 0.1%
29.4	1	< 0.1%
29.5	5	0.1%
29.6	2	< 0.1%

Value	Count	Frequency (%)
47	1	< 0.1%
46	1	< 0.1%
45.6	2	< 0.1%
45.5	1	< 0.1%
45.2	1	< 0.1%
45.1	1	< 0.1%
45	5	0.1%
44.7	1	< 0.1%
44.6	1	< 0.1%
44.5	5	0.1%

armc
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	320
Distinct (%)	4.8%
Missing	188
Missing (%)	2.8%
Infinite	0
Infinite (%)	0.0%
Mean	32.485152

Minimum	16.8
Maximum	61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	16.8
5-th percentile	24.5
Q1	28.85
median	32.1
Q3	35.6
95-th percentile	41.7
Maximum	61
Range	44.2
Interquartile range (IQR)	6.75

Descriptive statistics

Standard deviation	5.2976599
Coefficient of variation (CV)	0.16307942
Kurtosis	0.77123379
Mean	32.485152
Median Absolute Deviation (MAD)	3.4
Skewness	0.49894453
Sum	214629.4
Variance	28.0652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	104	1.5%
33	87	1.3%
29	85	1.3%
30	83	1.2%
34	80	1.2%
28	79	1.2%
31	77	1.1%
31.2	74	1.1%
32.5	70	1.0%
29.5	69	1.0%
Other values (310)	5799	85.3%
(Missing)	188	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.8	1	< 0.1%
17.6	1	< 0.1%
17.9	1	< 0.1%
18.5	1	< 0.1%
18.9	1	< 0.1%
19	1	< 0.1%
19.1	1	< 0.1%
19.3	2	< 0.1%
19.4	1	< 0.1%
19.5	1	< 0.1%

Value	Count	Frequency (%)
61	1	< 0.1%
58.9	1	< 0.1%
58.5	1	< 0.1%
58.3	1	< 0.1%
56	1	< 0.1%
55.3	1	< 0.1%
54.9	2	< 0.1%
54.2	2	< 0.1%
54.1	1	< 0.1%
53.5	1	< 0.1%

waist
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	820
Distinct (%)	12.5%
Missing	239
Missing (%)	3.5%
Infinite	0
Infinite (%)	0.0%
Mean	96.254149

Minimum	52
Maximum	179
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	52
5-th percentile	70.8
Q1	83.5
median	95.3
Q3	106.9
95-th percentile	126.5
Maximum	179
Range	127
Interquartile range (IQR)	23.4

Descriptive statistics

Standard deviation	17.059193
Coefficient of variation (CV)	0.17723073
Kurtosis	0.30293041
Mean	96.254149
Median Absolute Deviation (MAD)	11.7
Skewness	0.4937178
Sum	631042.2
Variance	291.01607
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94	34	0.5%
103	31	0.5%
97.5	30	0.4%
96	30	0.4%
92	29	0.4%
108	29	0.4%
87.5	28	0.4%
101	28	0.4%
88	27	0.4%
96.2	27	0.4%
Other values (810)	6263	92.2%
(Missing)	239	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
52	1	< 0.1%
54.6	1	< 0.1%
56.6	1	< 0.1%
58.1	1	< 0.1%
58.4	1	< 0.1%
58.6	1	< 0.1%
58.8	1	< 0.1%
59	1	< 0.1%
59.4	1	< 0.1%
59.6	1	< 0.1%

Value	Count	Frequency (%)
179	1	< 0.1%
168.7	1	< 0.1%
167	1	< 0.1%
165	1	< 0.1%
163.5	1	< 0.1%
162.7	1	< 0.1%
162.2	1	< 0.1%
160.6	1	< 0.1%
160	1	< 0.1%
157.2	1	< 0.1%

tri
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	354
Distinct (%)	5.6%
Missing	481
Missing (%)	7.1%
Infinite	0
Infinite (%)	0.0%
Mean	18.787726

Minimum	2.6
Maximum	41.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	2.6
5-th percentile	7
Q1	12
median	17.9
Q3	25
95-th percentile	33.8
Maximum	41.1
Range	38.5
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.3193933
Coefficient of variation (CV)	0.44281002
Kurtosis	-0.72992282
Mean	18.787726
Median Absolute Deviation (MAD)	6.5
Skewness	0.38330764
Sum	118625.7
Variance	69.212305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	78	1.1%
22	76	1.1%
13	75	1.1%
25	74	1.1%
14	73	1.1%
17	71	1.0%
15	71	1.0%
18	70	1.0%
16	69	1.0%
11	67	1.0%
Other values (344)	5590	82.3%
(Missing)	481	7.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.6	1	< 0.1%
3.1	1	< 0.1%
3.2	1	< 0.1%
3.3	1	< 0.1%
3.4	1	< 0.1%
3.5	3	< 0.1%
3.6	2	< 0.1%
3.8	1	< 0.1%
4	8	0.1%
4.2	5	0.1%

Value	Count	Frequency (%)
41.1	1	< 0.1%
40.6	3	< 0.1%
40.2	1	< 0.1%
40	4	0.1%
39.8	2	< 0.1%
39.6	3	< 0.1%
39.4	3	< 0.1%
39.2	3	< 0.1%
39.1	1	< 0.1%
39	7	0.1%

sub
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	343
Distinct (%)	5.9%
Missing	971
Missing (%)	14.3%
Infinite	0
Infinite (%)	0.0%
Mean	19.961556

Minimum	3.8
Maximum	40.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	3.8
5-th percentile	7.7
Q1	13
median	19.4
Q3	26.2
95-th percentile	35
Maximum	40.4
Range	36.6
Interquartile range (IQR)	13.2

Descriptive statistics

Standard deviation	8.3690827
Coefficient of variation (CV)	0.41926005
Kurtosis	-0.7758856
Mean	19.961556
Median Absolute Deviation (MAD)	6.6
Skewness	0.28352396
Sum	116256.1
Variance	70.041546
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	79	1.2%
20	67	1.0%
24	66	1.0%
13	63	0.9%
17	61	0.9%
25	60	0.9%
9	60	0.9%
18	57	0.8%
23	57	0.8%
14	57	0.8%
Other values (333)	5197	76.5%
(Missing)	971	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.8	1	< 0.1%
4	2	< 0.1%
4.2	1	< 0.1%
4.4	1	< 0.1%
4.5	1	< 0.1%
4.6	1	< 0.1%
4.8	7	0.1%
4.9	1	< 0.1%
5	5	0.1%
5.1	2	< 0.1%

Value	Count	Frequency (%)
40.4	2	< 0.1%
40.3	1	< 0.1%
40.2	2	< 0.1%
40.1	1	< 0.1%
40	10	0.1%
39.8	7	0.1%
39.5	2	< 0.1%
39.4	1	< 0.1%
39.2	11	0.2%
39	11	0.2%

gh
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.6765857

Minimum	4
Maximum	16.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	4
5-th percentile	4.8
Q1	5.2
median	5.5
Q3	5.8
95-th percentile	7.2
Maximum	16.4
Range	12.4
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.96469964
Coefficient of variation (CV)	0.16994364
Kurtosis	22.813849
Mean	5.6765857
Median Absolute Deviation (MAD)	0.3
Skewness	3.9571124
Sum	38572.4
Variance	0.93064539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.4	670	9.9%
5.5	621	9.1%
5.3	612	9.0%
5.2	596	8.8%
5.6	532	7.8%
5.7	454	6.7%
5.1	430	6.3%
5.8	387	5.7%
5	327	4.8%
5.9	284	4.2%
Other values (89)	1882	27.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	3	< 0.1%
4.1	5	0.1%
4.2	2	< 0.1%
4.3	13	0.2%
4.4	17	0.3%
4.5	34	0.5%
4.6	48	0.7%
4.7	86	1.3%
4.8	139	2.0%
4.9	245	3.6%

Value	Count	Frequency (%)
16.4	1	< 0.1%
15.5	1	< 0.1%
14.5	1	< 0.1%
14.3	1	< 0.1%
14.2	1	< 0.1%
13.9	1	< 0.1%
13.6	1	< 0.1%
13.5	1	< 0.1%
13.4	2	< 0.1%
13.2	1	< 0.1%

albumin
Real number (ℝ)

MISSING

Distinct	28
Distinct (%)	0.4%
Missing	89
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	4.2736206

Minimum	2.5
Maximum	5.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	2.5
5-th percentile	3.7
Q1	4.1
median	4.3
Q3	4.5
95-th percentile	4.8
Maximum	5.3
Range	2.8
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.32654463
Coefficient of variation (CV)	0.076409362
Kurtosis	0.66827269
Mean	4.2736206
Median Absolute Deviation (MAD)	0.2
Skewness	-0.26895302
Sum	28658.9
Variance	0.10663139
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
4.3	826	12.2%
4.4	824	12.1%
4.2	810	11.9%
4.1	697	10.3%
4.5	679	10.0%
4	535	7.9%
4.6	515	7.6%
3.9	406	6.0%
4.7	353	5.2%
3.8	274	4.0%
Other values (18)	787	11.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.5	1	< 0.1%
2.6	1	< 0.1%
2.7	4	0.1%
2.8	1	< 0.1%
3	3	< 0.1%
3.1	5	0.1%
3.2	10	0.1%
3.3	10	0.1%
3.4	25	0.4%
3.5	56	0.8%

Value	Count	Frequency (%)
5.3	6	0.1%
5.2	13	0.2%
5.1	23	0.3%
5	62	0.9%
4.9	110	1.6%
4.8	216	3.2%
4.7	353	5.2%
4.6	515	7.6%
4.5	679	10.0%
4.4	824	12.1%

bun
Real number (ℝ)

MISSING

Distinct	59
Distinct (%)	0.9%
Missing	89
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	12.917686

Minimum	1
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	9
median	12
Q3	15
95-th percentile	22
Maximum	90
Range	89
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.7175706
Coefficient of variation (CV)	0.44261571
Kurtosis	18.348908
Mean	12.917686
Median Absolute Deviation (MAD)	3
Skewness	2.8376185
Sum	86626
Variance	32.690613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	686	10.1%
11	674	9.9%
12	608	8.9%
9	606	8.9%
13	554	8.2%
14	493	7.3%
8	480	7.1%
15	395	5.8%
16	327	4.8%
7	308	4.5%
Other values (49)	1575	23.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	4	0.1%
3	16	0.2%
4	32	0.5%
5	100	1.5%
6	199	2.9%
7	308	4.5%
8	480	7.1%
9	606	8.9%
10	686	10.1%

Value	Count	Frequency (%)
90	1	< 0.1%
81	1	< 0.1%
63	2	< 0.1%
61	1	< 0.1%
59	1	< 0.1%
56	1	< 0.1%
55	3	< 0.1%
54	2	< 0.1%
53	1	< 0.1%
51	1	< 0.1%

SCr
Real number (ℝ)

MISSING

Distinct	205
Distinct (%)	3.1%
Missing	89
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.8786266

Minimum	0.14
Maximum	15.66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	53.2 KiB

Quantile statistics

Minimum	0.14
5-th percentile	0.55
Q1	0.7
median	0.83
Q3	0.98
95-th percentile	1.28
Maximum	15.66
Range	15.52
Interquartile range (IQR)	0.28

Descriptive statistics

Standard deviation	0.4452377
Coefficient of variation (CV)	0.50674279
Kurtosis	314.42887
Mean	0.8786266
Median Absolute Deviation (MAD)	0.14
Skewness	13.860214
Sum	5892.07
Variance	0.19823661
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.77	145	2.1%
0.82	142	2.1%
0.79	141	2.1%
0.74	138	2.0%
0.72	138	2.0%
0.69	137	2.0%
0.73	137	2.0%
0.91	137	2.0%
0.71	133	2.0%
0.76	133	2.0%
Other values (195)	5325	78.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.14	1	< 0.1%
0.32	1	< 0.1%
0.34	1	< 0.1%
0.35	2	< 0.1%
0.38	2	< 0.1%
0.39	4	0.1%
0.4	3	< 0.1%
0.41	8	0.1%
0.42	1	< 0.1%
0.43	6	0.1%

Value	Count	Frequency (%)
15.66	1	< 0.1%
10.98	1	< 0.1%
9.38	1	< 0.1%
9.13	1	< 0.1%
8.51	1	< 0.1%
7.6	1	< 0.1%
7.31	1	< 0.1%
7.15	1	< 0.1%
6.48	1	< 0.1%
6.34	1	< 0.1%

Auto

Heatmap
Table

	age	wt	ht	bmi	leg	arml	armc	waist	tri	sub	gh	albumin	bun	SCr	sex	re	income	tx	dx
age	1.000	0.199	-0.049	0.269	-0.270	0.132	0.186	0.415	0.111	0.248	0.506	-0.295	0.449	0.342	0.039	0.107	0.073	0.304	0.313
wt	0.199	1.000	0.477	0.871	0.289	0.646	0.910	0.885	0.366	0.614	0.240	-0.192	0.116	0.312	0.269	0.090	0.028	0.169	0.187
ht	-0.049	0.477	1.000	0.022	0.759	0.794	0.269	0.191	-0.302	-0.060	-0.068	0.232	0.064	0.464	0.650	0.139	0.053	0.034	0.031
bmi	0.269	0.871	0.022	1.000	-0.075	0.312	0.896	0.917	0.612	0.763	0.324	-0.345	0.104	0.111	0.096	0.080	0.038	0.217	0.235
leg	-0.270	0.289	0.759	-0.075	1.000	0.633	0.142	-0.005	-0.254	-0.112	-0.201	0.234	-0.047	0.317	0.489	0.151	0.049	0.191	0.189
arml	0.132	0.646	0.794	0.312	0.633	1.000	0.496	0.440	-0.092	0.158	0.090	0.057	0.140	0.471	0.537	0.134	0.029	0.070	0.075
armc	0.186	0.910	0.269	0.896	0.142	0.496	1.000	0.838	0.477	0.666	0.254	-0.219	0.103	0.246	0.191	0.087	0.017	0.162	0.182
waist	0.415	0.885	0.191	0.917	-0.005	0.440	0.838	1.000	0.494	0.714	0.381	-0.321	0.176	0.201	0.105	0.082	0.040	0.246	0.265
tri	0.111	0.366	-0.302	0.612	-0.254	-0.092	0.477	0.494	1.000	0.660	0.143	-0.335	-0.051	-0.265	0.518	0.057	0.031	0.121	0.138
sub	0.248	0.614	-0.060	0.763	-0.112	0.158	0.666	0.714	0.660	1.000	0.257	-0.269	0.046	-0.009	0.172	0.073	0.033	0.156	0.184
gh	0.506	0.240	-0.068	0.324	-0.201	0.090	0.254	0.381	0.143	0.257	1.000	-0.270	0.227	0.151	0.023	0.056	0.037	0.658	0.590
albumin	-0.295	-0.192	0.232	-0.345	0.234	0.057	-0.219	-0.321	-0.335	-0.269	-0.270	1.000	-0.034	0.055	0.288	0.073	0.030	0.179	0.180
bun	0.449	0.116	0.064	0.104	-0.047	0.140	0.103	0.176	-0.051	0.046	0.227	-0.034	1.000	0.426	0.144	0.075	0.032	0.207	0.197
SCr	0.342	0.312	0.464	0.111	0.317	0.471	0.246	0.201	-0.265	-0.009	0.151	0.055	0.426	1.000	0.024	0.029	0.025	0.110	0.110
sex	0.039	0.269	0.650	0.096	0.489	0.537	0.191	0.105	0.518	0.172	0.023	0.288	0.144	0.024	1.000	0.007	0.060	0.000	0.000
re	0.107	0.090	0.139	0.080	0.151	0.134	0.087	0.082	0.057	0.073	0.056	0.073	0.075	0.029	0.007	1.000	0.113	0.051	0.033
income	0.073	0.028	0.053	0.038	0.049	0.029	0.017	0.040	0.031	0.033	0.037	0.030	0.032	0.025	0.060	0.113	1.000	0.068	0.071
tx	0.304	0.169	0.034	0.217	0.191	0.070	0.162	0.246	0.121	0.156	0.658	0.179	0.207	0.110	0.000	0.051	0.068	1.000	0.780
dx	0.313	0.187	0.031	0.235	0.189	0.075	0.182	0.265	0.138	0.184	0.590	0.180	0.197	0.110	0.000	0.033	0.071	0.780	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	sex	age	re	income	tx	dx	wt	ht	bmi	leg	arml	armc	waist	tri	sub	gh	albumin	bun	SCr
0	male	34.166667	Non-Hispanic White	[25000,35000)	0	0	87.4	164.7	32.22	41.5	40.0	36.4	100.4	16.4	24.9	5.2	4.8	6.0	0.94
1	male	16.833333	Non-Hispanic Black	[45000,55000)	0	0	72.3	181.3	22.00	42.0	39.5	26.6	74.7	10.2	10.5	5.7	4.6	9.0	0.89
2	female	60.166667	Non-Hispanic Black	[10000,15000)	1	1	116.8	166.0	42.39	35.3	39.0	42.2	118.2	29.6	35.6	6.0	3.9	10.0	1.11
3	male	26.083333	Mexican American	[25000,35000)	0	0	97.6	173.0	32.61	41.7	38.7	37.0	103.7	19.0	23.2	5.1	4.2	8.0	0.80
4	female	49.666667	Non-Hispanic White	[35000,45000)	0	0	86.7	168.4	30.57	37.5	36.1	33.3	107.8	30.3	28.0	5.3	4.3	13.0	0.79
5	male	80.000000	Non-Hispanic White	[15000,20000)	0	1	79.1	174.3	26.04	42.8	40.0	30.2	91.1	8.6	15.2	5.4	4.3	16.0	0.83
6	male	80.000000	Non-Hispanic White	[15000,20000)	1	1	89.6	180.1	27.62	43.0	41.7	33.3	113.7	19.4	26.2	6.8	4.3	16.0	0.90
7	male	17.416667	Other Hispanic	[10000,15000)	0	0	74.7	169.6	25.97	39.8	38.1	33.4	86.0	12.4	15.0	5.1	4.7	11.0	1.00
8	male	13.000000	Non-Hispanic Black	[75000,100000)	0	0	40.6	156.4	16.60	39.2	33.4	23.0	63.6	13.8	7.6	5.6	4.3	10.0	0.46
9	female	43.000000	Non-Hispanic Black	[35000,45000)	1	1	107.7	164.3	39.90	32.7	36.5	39.6	129.8	27.0	NaN	11.0	3.6	16.0	2.54

	sex	age	re	income	tx	dx	wt	ht	bmi	leg	arml	armc	waist	tri	sub	gh	albumin	bun	SCr
6785	male	43.666667	Non-Hispanic White	[25000,35000)	0	0	91.2	177.9	28.82	42.2	38.4	36.3	105.4	15.6	19.2	5.6	3.8	14.0	1.08
6786	female	16.333333	Other Race Including Multi-Racial	>= 100000	0	0	67.9	165.2	24.88	35.4	36.0	29.9	78.9	19.0	20.8	5.5	4.2	12.0	0.79
6787	female	12.666667	Non-Hispanic Black	[25000,35000)	0	0	75.7	159.3	29.83	40.4	36.0	34.0	95.6	31.0	29.8	5.9	3.8	5.0	0.66
6788	male	52.250000	Non-Hispanic Black	[15000,20000)	0	0	143.6	179.0	44.82	39.2	40.2	47.4	143.5	34.0	26.4	5.6	4.2	14.0	1.01
6789	male	24.333333	Non-Hispanic Black	>= 100000	0	0	75.1	171.7	25.47	40.2	39.5	32.6	80.6	10.0	9.2	5.8	4.5	15.0	1.12
6790	male	33.000000	Mexican American	[35000,45000)	0	0	94.3	163.5	35.28	34.4	34.7	35.5	112.3	20.2	NaN	5.4	4.1	10.0	0.97
6791	female	48.916667	Non-Hispanic White	[0,5000)	0	1	87.1	156.9	35.38	33.9	34.5	37.0	99.4	28.6	25.4	5.5	4.1	7.0	0.89
6792	male	27.500000	Other Hispanic	[35000,45000)	0	0	57.0	164.3	21.12	35.3	33.7	29.6	73.2	4.2	6.8	5.6	4.5	11.0	0.94
6793	male	75.750000	Non-Hispanic Black	[10000,15000)	0	0	75.1	162.7	28.37	38.6	36.8	31.2	104.0	19.8	21.1	5.4	4.0	19.0	1.34
6794	female	63.583333	Other Hispanic	NaN	1	1	71.3	157.3	28.82	31.4	33.0	30.9	102.1	20.1	19.7	6.7	4.3	15.0	0.63

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Math Symbol

Open Punctuation

Other Punctuation

Close Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample